{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "073d7167",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip3 install transformers -U"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3a790239",
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "\n",
    "logging.basicConfig(level=logging.DEBUG)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6a0305bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "from transformers import LlavaForConditionalGeneration, LlavaConfig, CLIPVisionConfig, LlamaConfig\n",
    "from transformers import CLIPVisionModel, CLIPImageProcessor\n",
    "from transformers import MistralConfig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a12a75bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): huggingface.co:443\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /openai/clip-vit-large-patch14-336/resolve/main/config.json HTTP/1.1\" 200 0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CLIPVisionConfig {\n",
       "  \"attention_dropout\": 0.0,\n",
       "  \"dropout\": 0.0,\n",
       "  \"hidden_act\": \"quick_gelu\",\n",
       "  \"hidden_size\": 1024,\n",
       "  \"image_size\": 336,\n",
       "  \"initializer_factor\": 1.0,\n",
       "  \"initializer_range\": 0.02,\n",
       "  \"intermediate_size\": 4096,\n",
       "  \"layer_norm_eps\": 1e-05,\n",
       "  \"model_type\": \"clip_vision_model\",\n",
       "  \"num_attention_heads\": 16,\n",
       "  \"num_channels\": 3,\n",
       "  \"num_hidden_layers\": 24,\n",
       "  \"patch_size\": 14,\n",
       "  \"projection_dim\": 768,\n",
       "  \"transformers_version\": \"4.36.0\"\n",
       "}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vision_config = CLIPVisionConfig.from_pretrained('openai/clip-vit-large-patch14-336')\n",
    "vision_config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cca57e0b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/config.json HTTP/1.1\" 200 0\n",
      "DEBUG:filelock:Attempting to acquire lock 140060284123360 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/1f974b74dc73e5cf1251ecdea8265aa56f669006.lock\n",
      "DEBUG:filelock:Lock 140060284123360 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/1f974b74dc73e5cf1251ecdea8265aa56f669006.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/config.json HTTP/1.1\" 200 678\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "671a584262654fc285835d41a8c0898b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "config.json:   0%|          | 0.00/678 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:filelock:Attempting to release lock 140060284123360 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/1f974b74dc73e5cf1251ecdea8265aa56f669006.lock\n",
      "DEBUG:filelock:Lock 140060284123360 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/1f974b74dc73e5cf1251ecdea8265aa56f669006.lock\n"
     ]
    }
   ],
   "source": [
    "text_config = LlamaConfig.from_pretrained('mesolitica/malaysian-tinyllama-1.1b-16k-instructions')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "16efafa5",
   "metadata": {},
   "outputs": [],
   "source": [
    "configuration = LlavaConfig(vision_config, text_config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6b5721f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = LlavaForConditionalGeneration(configuration)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8600b126",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /openai/clip-vit-large-patch14-336/resolve/main/config.json HTTP/1.1\" 200 0\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /openai/clip-vit-large-patch14-336/resolve/main/config.json HTTP/1.1\" 200 0\n"
     ]
    }
   ],
   "source": [
    "model.vision_tower = model.vision_tower.from_pretrained('openai/clip-vit-large-patch14-336')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a6f30034",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/config.json HTTP/1.1\" 200 0\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/adapter_config.json HTTP/1.1\" 404 0\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/config.json HTTP/1.1\" 200 0\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/model.safetensors HTTP/1.1\" 302 0\n",
      "DEBUG:filelock:Attempting to acquire lock 140055907361136 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/3f48c36bcba56d9c976bd38ba84c304655f2f1db1685649c3979b375dd9c2bfb.lock\n",
      "DEBUG:filelock:Lock 140055907361136 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/3f48c36bcba56d9c976bd38ba84c304655f2f1db1685649c3979b375dd9c2bfb.lock\n",
      "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): cdn-lfs-us-1.huggingface.co:443\n",
      "DEBUG:urllib3.connectionpool:https://cdn-lfs-us-1.huggingface.co:443 \"GET /repos/31/a9/31a903b7beced31d6f26168c994d0457c6c90a9307e115f5d95bfb43d86ed271/3f48c36bcba56d9c976bd38ba84c304655f2f1db1685649c3979b375dd9c2bfb?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27model.safetensors%3B+filename%3D%22model.safetensors%22%3B&Expires=1702792629&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcwMjc5MjYyOX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmh1Z2dpbmdmYWNlLmNvL3JlcG9zLzMxL2E5LzMxYTkwM2I3YmVjZWQzMWQ2ZjI2MTY4Yzk5NGQwNDU3YzZjOTBhOTMwN2UxMTVmNWQ5NWJmYjQzZDg2ZWQyNzEvM2Y0OGMzNmJjYmE1NmQ5Yzk3NmJkMzhiYTg0YzMwNDY1NWYyZjFkYjE2ODU2NDljMzk3OWIzNzVkZDljMmJmYj9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSoifV19&Signature=eYhpHIgz2s4JAb03b-GdojTG3K6~pebjaNSQOCHsbUdjesoG5dk-bmnW~XYXg-4CFI2nj7Zh4wmBntQhlC5Q~M6F41lD4P1UyZll0fZMBebcnrdR6PiFwcw9YyP3bNQldihkHXEAj0QuDQAmbkeVearj2-nvYfEdANaVPvPWw9TPP2CeC8iCgs7P3OLkEtnCDCCZ7FT9dvHNuNIGXoE8YkoMEMUcmDNO4l1pJ8EvvW9oCr80cQvvCi08lS~sGVZQLR2ZiCT~-z2rfvbli6QaK2Ep5XPPKVZgJA-BeOgEWtWGky8UzbBNj3uSXi6G9mpZMZhEU~kHpZFHYeRUurDo5w__&Key-Pair-Id=KCD77M1F0VK2B HTTP/1.1\" 200 2200119864\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "93d962f8b5ea4b4dac5eba33af5f7951",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "model.safetensors:   0%|          | 0.00/2.20G [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:filelock:Attempting to release lock 140055907361136 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/3f48c36bcba56d9c976bd38ba84c304655f2f1db1685649c3979b375dd9c2bfb.lock\n",
      "DEBUG:filelock:Lock 140055907361136 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/3f48c36bcba56d9c976bd38ba84c304655f2f1db1685649c3979b375dd9c2bfb.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/generation_config.json HTTP/1.1\" 200 0\n",
      "DEBUG:filelock:Attempting to acquire lock 140055907360656 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/6894e6d5b2adfc07e712063ecf36e0f408b54039.lock\n",
      "DEBUG:filelock:Lock 140055907360656 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/6894e6d5b2adfc07e712063ecf36e0f408b54039.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/generation_config.json HTTP/1.1\" 200 124\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "09f7b1a6c8894af286e48d9775d6f68c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "generation_config.json:   0%|          | 0.00/124 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:filelock:Attempting to release lock 140055907360656 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/6894e6d5b2adfc07e712063ecf36e0f408b54039.lock\n",
      "DEBUG:filelock:Lock 140055907360656 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/6894e6d5b2adfc07e712063ecf36e0f408b54039.lock\n"
     ]
    }
   ],
   "source": [
    "model.language_model = model.language_model.from_pretrained('mesolitica/malaysian-tinyllama-1.1b-16k-instructions')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "793d1e2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from transformers import AutoProcessor\n",
    "import requests\n",
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7faad2db",
   "metadata": {},
   "outputs": [],
   "source": [
    "prompt = \"USER: <image>\\nWhat are these?\\nASSISTANT:\"\n",
    "image_file = \"http://images.cocodataset.org/val2017/000000039769.jpg\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "434e2486",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/bakLlava-v1-hf/resolve/main/preprocessor_config.json HTTP/1.1\" 200 0\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/bakLlava-v1-hf/resolve/main/preprocessor_config.json HTTP/1.1\" 200 0\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/bakLlava-v1-hf/resolve/main/preprocessor_config.json HTTP/1.1\" 200 0\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /llava-hf/bakLlava-v1-hf/resolve/main/tokenizer_config.json HTTP/1.1\" 200 0\n",
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    }
   ],
   "source": [
    "processor = AutoProcessor.from_pretrained('llava-hf/bakLlava-v1-hf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "562a5ca5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:urllib3.connectionpool:Starting new HTTP connection (1): images.cocodataset.org:80\n",
      "DEBUG:urllib3.connectionpool:http://images.cocodataset.org:80 \"GET /val2017/000000039769.jpg HTTP/1.1\" 200 173131\n"
     ]
    }
   ],
   "source": [
    "raw_image = Image.open(requests.get(image_file, stream=True).raw)\n",
    "inputs = processor(prompt, raw_image, return_tensors='pt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "43709ce0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[    1,  2223,   725, 28747, 28705, 32000, 28705,    13,  3195,   460,\n",
       "          1167, 28804,    13,  4816,  8048, 12738, 28747]])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inputs['input_ids']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "58beb5d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'<s> USER: <image> \\nWhat are these?\\nASSISTANT:'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processor.tokenizer.decode(inputs['input_ids'][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "023e706c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LlamaTokenizerFast(name_or_path='llava-hf/bakLlava-v1-hf', vocab_size=32000, model_max_length=1000000000000000019884624838656, is_fast=True, padding_side='left', truncation_side='right', special_tokens={'bos_token': '<s>', 'eos_token': '</s>', 'unk_token': '<unk>', 'pad_token': '<pad>'}, clean_up_tokenization_spaces=False),  added_tokens_decoder={\n",
       "\t0: AddedToken(\"<unk>\", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n",
       "\t1: AddedToken(\"<s>\", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n",
       "\t2: AddedToken(\"</s>\", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n",
       "\t32000: AddedToken(\"<image>\", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n",
       "\t32001: AddedToken(\"<pad>\", rstrip=False, lstrip=False, single_word=False, normalized=False, special=True),\n",
       "}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processor.tokenizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e119ce4b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/tokenizer_config.json HTTP/1.1\" 200 0\n",
      "DEBUG:filelock:Attempting to acquire lock 140055921440512 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/fa1e86420edbc16f4e9c32a81cc5ebaddd3998f8.lock\n",
      "DEBUG:filelock:Lock 140055921440512 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/fa1e86420edbc16f4e9c32a81cc5ebaddd3998f8.lock\n",
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     ]
    },
    {
     "data": {
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       "model_id": "211d18bf69e04b9b927788002669758f",
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     },
     "metadata": {},
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:filelock:Attempting to release lock 140055921440512 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/fa1e86420edbc16f4e9c32a81cc5ebaddd3998f8.lock\n",
      "DEBUG:filelock:Lock 140055921440512 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/fa1e86420edbc16f4e9c32a81cc5ebaddd3998f8.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/tokenizer.model HTTP/1.1\" 302 0\n",
      "DEBUG:filelock:Attempting to acquire lock 140054457790336 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347.lock\n",
      "DEBUG:filelock:Lock 140054457790336 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347.lock\n",
      "DEBUG:urllib3.connectionpool:https://cdn-lfs-us-1.huggingface.co:443 \"GET /repos/31/a9/31a903b7beced31d6f26168c994d0457c6c90a9307e115f5d95bfb43d86ed271/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27tokenizer.model%3B+filename%3D%22tokenizer.model%22%3B&Expires=1702792682&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcwMjc5MjY4Mn19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmh1Z2dpbmdmYWNlLmNvL3JlcG9zLzMxL2E5LzMxYTkwM2I3YmVjZWQzMWQ2ZjI2MTY4Yzk5NGQwNDU3YzZjOTBhOTMwN2UxMTVmNWQ5NWJmYjQzZDg2ZWQyNzEvOWU1NTZhZmQ0NDIxM2I2YmQxYmUyYjg1MGViYmJkOThmNTQ4MTQzN2E4MDIxYWZhZjU4ZWU3ZmIxODE4ZDM0Nz9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSoifV19&Signature=YWESMi3GUK1kGeHUjhDJxXNU-9SCM5ikPG4iJ9f2m~tKQBTy6TiOd7GnLwSyqT5i2mrtfnQW8kqUcWeYQhgA0oz3TackCyfATq5gD-8SPExyZwKZefzZ9ijANg507m~tcLs5Ss~ZCGQVBhet16A7GOtLqdgKLpimTIWevKqrDcmCy34kY8UVb5LbCNeZSIC8RcyzzOv~7Y-jCHvsRQyOZVM04HPI5levjJnglWA0U-oN1r5i08bEs5fUl-Fqnb0KVmWfJuDe~cf7Iqk4x75VGQ4uib2ZNkVYg1MVehq7fWD6ZFgfn--Htk0a~qefJXafkUje2Wr6MRuPNPPE6OWrzA__&Key-Pair-Id=KCD77M1F0VK2B HTTP/1.1\" 200 499723\n"
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       "tokenizer.model:   0%|          | 0.00/500k [00:00<?, ?B/s]"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:filelock:Attempting to release lock 140054457790336 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347.lock\n",
      "DEBUG:filelock:Lock 140054457790336 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/tokenizer.json HTTP/1.1\" 200 0\n",
      "DEBUG:filelock:Attempting to acquire lock 140055907359696 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/a6e931b92caff4c79c5c56282f1e89569a0ae558.lock\n",
      "DEBUG:filelock:Lock 140055907359696 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/a6e931b92caff4c79c5c56282f1e89569a0ae558.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/tokenizer.json HTTP/1.1\" 200 1842767\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "tokenizer.json:   0%|          | 0.00/1.84M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:filelock:Attempting to release lock 140055907359696 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/a6e931b92caff4c79c5c56282f1e89569a0ae558.lock\n",
      "DEBUG:filelock:Lock 140055907359696 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/a6e931b92caff4c79c5c56282f1e89569a0ae558.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/added_tokens.json HTTP/1.1\" 404 0\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/special_tokens_map.json HTTP/1.1\" 200 0\n",
      "DEBUG:filelock:Attempting to acquire lock 140055921440512 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/8bedc05a6476080d7f473a9da72394f2cee48340.lock\n",
      "DEBUG:filelock:Lock 140055921440512 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/8bedc05a6476080d7f473a9da72394f2cee48340.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /mesolitica/malaysian-tinyllama-1.1b-16k-instructions/resolve/main/special_tokens_map.json HTTP/1.1\" 200 552\n"
     ]
    },
    {
     "data": {
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       "special_tokens_map.json:   0%|          | 0.00/552 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:filelock:Attempting to release lock 140055921440512 on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/8bedc05a6476080d7f473a9da72394f2cee48340.lock\n",
      "DEBUG:filelock:Lock 140055921440512 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--mesolitica--malaysian-tinyllama-1.1b-16k-instructions/8bedc05a6476080d7f473a9da72394f2cee48340.lock\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from transformers import AutoTokenizer\n",
    "\n",
    "tokenizer = AutoTokenizer.from_pretrained('mesolitica/malaysian-tinyllama-1.1b-16k-instructions')\n",
    "tokenizer.add_tokens([\"<image>\", \"<pad>\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ca30516a",
   "metadata": {},
   "outputs": [],
   "source": [
    "processor.tokenizer = tokenizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "fb3c4198",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/repos/create HTTP/1.1\" 200 151\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/models/huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/preupload/main HTTP/1.1\" 200 457\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama.git/info/lfs/objects/batch HTTP/1.1\" 200 962\n"
     ]
    },
    {
     "data": {
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       "version_minor": 0
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      "text/plain": [
       "tokenizer.model:   0%|          | 0.00/500k [00:00<?, ?B/s]"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com:443\n",
      "DEBUG:urllib3.connectionpool:https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com:443 \"PUT /repos/f2/23/f22302f019feb7ff096b682dfbbde5908dd0643e3ee69eb06cf2c7a63c15ddab/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQFN2FTF47%2F20231214%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20231214T060025Z&X-Amz-Expires=900&X-Amz-Signature=f55a0d7f0f5fed56b7add3f8dc3a1c7a53c655beaff0a99f62b2ae08962856ee&X-Amz-SignedHeaders=host&x-amz-storage-class=INTELLIGENT_TIERING&x-id=PutObject HTTP/1.1\" 200 0\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama.git/info/lfs/objects/verify HTTP/1.1\" 200 2\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/models/huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/commit/main HTTP/1.1\" 200 227\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CommitInfo(commit_url='https://huggingface.co/huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/commit/a85b16dbb4c019090c93ee96369507560c47d26a', commit_message='Upload processor', commit_description='', oid='a85b16dbb4c019090c93ee96369507560c47d26a', pr_url=None, pr_revision=None, pr_num=None)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processor.push_to_hub('huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7c113e3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "\n",
    "model = model.type(torch.bfloat16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "12bad8eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/repos/create HTTP/1.1\" 409 133\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/models/huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/preupload/main HTTP/1.1\" 200 225\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama.git/info/lfs/objects/batch HTTP/1.1\" 200 121620\n"
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       "model.safetensors:   0%|          | 0.00/2.82G [00:00<?, ?B/s]"
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     "metadata": {},
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      "DEBUG:urllib3.connectionpool:https://hf-hub-lfs-us-east-1.s3-accelerate.amazonaws.com:443 \"PUT /repos/f2/23/f22302f019feb7ff096b682dfbbde5908dd0643e3ee69eb06cf2c7a63c15ddab/fadd17e250503a3da01b5f2e7a8a4dd139106df4620bf3e202cf2dc3a08cca59?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=AKIA2JU7TKAQFN2FTF47%2F20231214%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20231214T060119Z&X-Amz-Expires=86400&X-Amz-Signature=b51a766f61476e50a9af0f32c6f3e15c35e4f122b2ec58bf737a1f892f0b5f06&X-Amz-SignedHeaders=host&partNumber=177&uploadId=bNHNljnfdI1KXKZimrmKYlgmkhn3hoZ8n9VB__Vb5INby0E__Ys5V1q4brGp.46lJJLfg7Q.dDxo4DrHRizBKooDtENB8jgh0Ak_BVh1rVnr_LcH_Ue6Lq0lO9BKGK7l&x-id=UploadPart HTTP/1.1\" 200 0\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/complete_multipart?uploadId=bNHNljnfdI1KXKZimrmKYlgmkhn3hoZ8n9VB__Vb5INby0E__Ys5V1q4brGp.46lJJLfg7Q.dDxo4DrHRizBKooDtENB8jgh0Ak_BVh1rVnr_LcH_Ue6Lq0lO9BKGK7l&bucket=hf-hub-lfs-us-east-1&prefix=repos%2Ff2%2F23%2Ff22302f019feb7ff096b682dfbbde5908dd0643e3ee69eb06cf2c7a63c15ddab&expiration=Fri%2C+15+Dec+2023+06%3A01%3A19+GMT&signature=7d4b4b72da7c53ca77dc303159976475ee04a5333780047d98da5031ff103563 HTTP/1.1\" 200 16\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"POST /api/models/huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/commit/main HTTP/1.1\" 200 227\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CommitInfo(commit_url='https://huggingface.co/huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/commit/4a68abd4c4a5350429d867448c4c1ce9b3e605ab', commit_message='Upload LlavaForConditionalGeneration', commit_description='', oid='4a68abd4c4a5350429d867448c4c1ce9b3e605ab', pr_url=None, pr_revision=None, pr_num=None)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.push_to_hub('huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ba468375",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/resolve/main/preprocessor_config.json HTTP/1.1\" 200 0\n",
      "DEBUG:filelock:Attempting to acquire lock 140060282773200 on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/38f4d736a2e2b34af9eaef607847407c0efc7980.lock\n",
      "DEBUG:filelock:Lock 140060282773200 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/38f4d736a2e2b34af9eaef607847407c0efc7980.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/resolve/main/preprocessor_config.json HTTP/1.1\" 200 505\n"
     ]
    },
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       "model_id": "03423cd0b6914f898d58b3159a060981",
       "version_major": 2,
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      "text/plain": [
       "preprocessor_config.json:   0%|          | 0.00/505 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:filelock:Attempting to release lock 140060282773200 on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/38f4d736a2e2b34af9eaef607847407c0efc7980.lock\n",
      "DEBUG:filelock:Lock 140060282773200 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/38f4d736a2e2b34af9eaef607847407c0efc7980.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/resolve/main/preprocessor_config.json HTTP/1.1\" 200 0\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/resolve/main/preprocessor_config.json HTTP/1.1\" 200 0\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/resolve/main/tokenizer_config.json HTTP/1.1\" 200 0\n",
      "DEBUG:filelock:Attempting to acquire lock 140055178973472 on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/7020075b596427fe069d41993b93646088121471.lock\n",
      "DEBUG:filelock:Lock 140055178973472 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/7020075b596427fe069d41993b93646088121471.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/resolve/main/tokenizer_config.json HTTP/1.1\" 200 1303\n"
     ]
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    {
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       "version_major": 2,
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      },
      "text/plain": [
       "tokenizer_config.json:   0%|          | 0.00/1.30k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:filelock:Attempting to release lock 140055178973472 on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/7020075b596427fe069d41993b93646088121471.lock\n",
      "DEBUG:filelock:Lock 140055178973472 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/7020075b596427fe069d41993b93646088121471.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/resolve/main/tokenizer.model HTTP/1.1\" 302 0\n",
      "DEBUG:filelock:Attempting to acquire lock 140055921432928 on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347.lock\n",
      "DEBUG:filelock:Lock 140055921432928 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347.lock\n",
      "DEBUG:urllib3.connectionpool:Resetting dropped connection: cdn-lfs-us-1.huggingface.co\n",
      "DEBUG:urllib3.connectionpool:https://cdn-lfs-us-1.huggingface.co:443 \"GET /repos/f2/23/f22302f019feb7ff096b682dfbbde5908dd0643e3ee69eb06cf2c7a63c15ddab/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347?response-content-disposition=attachment%3B+filename*%3DUTF-8%27%27tokenizer.model%3B+filename%3D%22tokenizer.model%22%3B&Expires=1702792945&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcwMjc5Mjk0NX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmh1Z2dpbmdmYWNlLmNvL3JlcG9zL2YyLzIzL2YyMjMwMmYwMTlmZWI3ZmYwOTZiNjgyZGZiYmRlNTkwOGRkMDY0M2UzZWU2OWViMDZjZjJjN2E2M2MxNWRkYWIvOWU1NTZhZmQ0NDIxM2I2YmQxYmUyYjg1MGViYmJkOThmNTQ4MTQzN2E4MDIxYWZhZjU4ZWU3ZmIxODE4ZDM0Nz9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSoifV19&Signature=A~frgFLK0kyv17rYshSm-I9ipzYXzdj24wWB~DbNSW5LcNBP1-n6fScBV8Xhhw7aCLVXtAbT9receeiu6lGlxQ4b9GtBDNJmMFDOk3GKNO5FeIiax0Sv1GtdglbL-ufGkkcT5AsmxUgaAxeei8SFn-483~jENjQy9aLqXbPK8AzTjGEKkTMoq0EmBXSnHF3GbKJCz1JD~C88sxBxX4ux7yKPXjLlC746k6pDxdFoVl4dBjjcql2I~cgVdd7d4kyZyrkoc5fyC03XkVvhN4bjRHDpmASPGQvDcxCk~f~zWK2soSDaJZBf6zWDHDCGwzRxVSnmCT-bDchoplm9G5FAAQ__&Key-Pair-Id=KCD77M1F0VK2B HTTP/1.1\" 200 499723\n"
     ]
    },
    {
     "data": {
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       "model_id": "cd667cb830e949c4ae1d5501b55e6bac",
       "version_major": 2,
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      "text/plain": [
       "tokenizer.model:   0%|          | 0.00/500k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:filelock:Attempting to release lock 140055921432928 on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347.lock\n",
      "DEBUG:filelock:Lock 140055921432928 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/resolve/main/tokenizer.json HTTP/1.1\" 200 0\n",
      "DEBUG:filelock:Attempting to acquire lock 140054457781312 on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/93a69477da9099ee08fc87aa244b0efa0fe536ea.lock\n",
      "DEBUG:filelock:Lock 140054457781312 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/93a69477da9099ee08fc87aa244b0efa0fe536ea.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/resolve/main/tokenizer.json HTTP/1.1\" 200 1843131\n"
     ]
    },
    {
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       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "tokenizer.json:   0%|          | 0.00/1.84M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:filelock:Attempting to release lock 140054457781312 on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/93a69477da9099ee08fc87aa244b0efa0fe536ea.lock\n",
      "DEBUG:filelock:Lock 140054457781312 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/93a69477da9099ee08fc87aa244b0efa0fe536ea.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/resolve/main/added_tokens.json HTTP/1.1\" 200 0\n",
      "DEBUG:filelock:Attempting to acquire lock 140055921431152 on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/4bd5222947172917d6a7770e47e797f3253c669a.lock\n",
      "DEBUG:filelock:Lock 140055921431152 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/4bd5222947172917d6a7770e47e797f3253c669a.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/resolve/main/added_tokens.json HTTP/1.1\" 200 41\n"
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       "model_id": "99d8fe4fc4b44fbb9f1672e78e2d0332",
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      },
      "text/plain": [
       "added_tokens.json:   0%|          | 0.00/41.0 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:filelock:Attempting to release lock 140055921431152 on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/4bd5222947172917d6a7770e47e797f3253c669a.lock\n",
      "DEBUG:filelock:Lock 140055921431152 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/4bd5222947172917d6a7770e47e797f3253c669a.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"HEAD /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/resolve/main/special_tokens_map.json HTTP/1.1\" 200 0\n",
      "DEBUG:filelock:Attempting to acquire lock 140054458588256 on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/8bedc05a6476080d7f473a9da72394f2cee48340.lock\n",
      "DEBUG:filelock:Lock 140054458588256 acquired on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/8bedc05a6476080d7f473a9da72394f2cee48340.lock\n",
      "DEBUG:urllib3.connectionpool:https://huggingface.co:443 \"GET /huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama/resolve/main/special_tokens_map.json HTTP/1.1\" 200 552\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5dc33e1ec29d4a64aa6fc8e8e2ec140d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "special_tokens_map.json:   0%|          | 0.00/552 [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEBUG:filelock:Attempting to release lock 140054458588256 on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/8bedc05a6476080d7f473a9da72394f2cee48340.lock\n",
      "DEBUG:filelock:Lock 140054458588256 released on /home/ubuntu/.cache/huggingface/hub/.locks/models--huseinzol05--dummy-clip-vit-large-patch14-336-tinyllama/8bedc05a6476080d7f473a9da72394f2cee48340.lock\n",
      "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"
     ]
    }
   ],
   "source": [
    "processor = AutoProcessor.from_pretrained('huseinzol05/dummy-clip-vit-large-patch14-336-tinyllama')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1b1cff83",
   "metadata": {},
   "outputs": [],
   "source": [
    "inputs = processor(prompt, raw_image, return_tensors='pt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a643259",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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